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Variance estimation for two-class and multi-class ROC analysis using operating point averaging
Basic themes of document: receiver operator characteristic; classification...
BD - Teorie informace
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
AREA UNDER THE RECEIVER OPERATING CHARACTERISTIC AS A SORTING PROBLEM
The area under the receiver operating characteristic (AUC) is a typical measure of performance used in dichotomous classification. In our paper we introduce a novel interpretation and computation of AUC replacing calculatio...
JD - Využití počítačů, robotika a její aplikace
- 2009 •
- D
Rok uplatnění
D - Stať ve sborníku
Nonparametric and parametric methods in diagnostics and classification of biological processes
Recently receiver operating characteristics ( ROC) curve has become a popular method for evaluting the accuracy/performance of classification model.Aim of the paper is to compare different approches for estimating ROC curve...
BB - Aplikovaná statistika, operační výzkum
- 2007 •
- D
Rok uplatnění
D - Stať ve sborníku
The fuzzy logic and analysis of the receiver operating characteristic in decision processes.
The weight - a nonparametric index, which is equivalent to the area under the curve of the receiver operating characteristic (AUC), together with the application of fuzzy logic were introduced into the prediction of sudden ...
ED - Fyziologie
- 2005 •
- D
Rok uplatnění
D - Stať ve sborníku
The Fuzzy Logic and Analysis for the Receiver Operating Characteristic in Decision Process
The weight - a nonparametric index, which is equivalent to the area under the curve of the receiver operating characteristic (AUC), together with the application of fuzzy logic were introduced into the prediction of sudden ...
BA - Obecná matematika
- 2005 •
- D
Rok uplatnění
D - Stať ve sborníku
OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS
The specific group of models are binary regression classifiers, e.g. the logit model. These models are built based on the quantitative loss functions like maximum likelihood estimation but their performance is obviously expressed by qualitative measu...
JD - Využití počítačů, robotika a její aplikace
- 2010 •
- D
Rok uplatnění
D - Stať ve sborníku
Combining association measures for lexical classification using clustering of receiver operating characteristic curves
This paper focuses on combining association measures using corresponding receiver operating characteristic curves. The approach is motivated by a problem of automatic bigram collocation extraction from the field of computat...
BB - Aplikovaná statistika, operační výzkum
- 2013 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
The Use of the Area under a Receiver Operating Characteristic Curve
Receiver operating characteristic (ROC) analysis is an important tool for describing the performance of a diagnostic test used to discriminate between two populations. There are several approaches how to estimate it (see Hs...
BB - Aplikovaná statistika, operační výzkum
- 2007 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Variance estimation for two-class and multi-class ROC analysis using operating point averaging
Receiver Operator Characteristic (ROC) analysis enables fine-tuning for variance estimation at individual operating points of ROC curves or surfaces. It generalizes the threshold averaging of Fawcett et.al. to arbi...
IN - Informatika
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
AREA UNDER THE RECEIVER OPERATING CHARACTERISTIC WITH LOWER COMPUTATIONAL COMPLEXITY
A new approach to area under receiver operating characteristic curve evaluation is introduced and compared with the current methods. The main idea is based on the Bubble sort method. It advantages from the approach to the q...
BB - Aplikovaná statistika, operační výzkum
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
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